Prepare Data for SVD Analysis

Creating folder svd_plots/columns-pressure-months-12_1_2

Creating svd file for columns-pressure-months-12_1_2

SVD

Loading svd file for columns-pressure-months-12_1_2

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 8.093189418297808e-13
Diff reconstruction: 0.10236970057862457

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'519573.3305294506; 226.8761123275681; 147.8549537423353; 74.97483465543709; 60.3658581811897; 48.874760104593996; 44.19633850437483; 37.441185292737835; 24.45244015797905; 20.31234360734779; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 5.155392942891892e-11; 3.1617977627307325e-11'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 5876683 bytes to output/columns-pressure-months-12_1_2_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-pressure-months-12_1_2_svd_files/
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-pressure-months-12_1_2_svd_files
[NbConvertApp] Writing 64930 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
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[NbConvertApp] Writing 6899649 bytes to output/columns-pressure-months-12_1_2_svd.pdf